{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import xarray as xr\n",
    "from glob import glob\n",
    "from os.path import join\n",
    "from IPython.display import Image\n",
    "from keras.models import load_model\n",
    "import keras.backend as K\n",
    "from deepsky.gan import rescale_data, unscale_data, stack_gen_disc\n",
    "from skimage.color import rgb2gray\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "configs = pd.read_csv(\"/scratch/dgagne/arm_gan/gan_param_combos.csv\", index_col=\"Index\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Index</th>\n",
       "      <th>batch_size</th>\n",
       "      <th>leaky_relu_alpha</th>\n",
       "      <th>learning_rate</th>\n",
       "      <th>min_data_width</th>\n",
       "      <th>max_conv_filters</th>\n",
       "      <th>filter_width</th>\n",
       "      <th>generator_input_size</th>\n",
       "      <th>min_conv_filters</th>\n",
       "      <th>beta_one</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>256</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.00020</td>\n",
       "      <td>4</td>\n",
       "      <td>256</td>\n",
       "      <td>5</td>\n",
       "      <td>100</td>\n",
       "      <td>32</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>256</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.00020</td>\n",
       "      <td>4</td>\n",
       "      <td>256</td>\n",
       "      <td>5</td>\n",
       "      <td>100</td>\n",
       "      <td>64</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>256</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.00020</td>\n",
       "      <td>4</td>\n",
       "      <td>512</td>\n",
       "      <td>5</td>\n",
       "      <td>100</td>\n",
       "      <td>32</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>256</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.00020</td>\n",
       "      <td>4</td>\n",
       "      <td>512</td>\n",
       "      <td>5</td>\n",
       "      <td>100</td>\n",
       "      <td>64</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>256</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.00002</td>\n",
       "      <td>4</td>\n",
       "      <td>256</td>\n",
       "      <td>5</td>\n",
       "      <td>100</td>\n",
       "      <td>32</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>256</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.00002</td>\n",
       "      <td>4</td>\n",
       "      <td>256</td>\n",
       "      <td>5</td>\n",
       "      <td>100</td>\n",
       "      <td>64</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>256</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.00002</td>\n",
       "      <td>4</td>\n",
       "      <td>512</td>\n",
       "      <td>5</td>\n",
       "      <td>100</td>\n",
       "      <td>32</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>256</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.00002</td>\n",
       "      <td>4</td>\n",
       "      <td>512</td>\n",
       "      <td>5</td>\n",
       "      <td>100</td>\n",
       "      <td>64</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Index  batch_size  leaky_relu_alpha  learning_rate  min_data_width  \\\n",
       "0      0         256               0.2        0.00020               4   \n",
       "1      1         256               0.2        0.00020               4   \n",
       "2      2         256               0.2        0.00020               4   \n",
       "3      3         256               0.2        0.00020               4   \n",
       "4      4         256               0.2        0.00002               4   \n",
       "5      5         256               0.2        0.00002               4   \n",
       "6      6         256               0.2        0.00002               4   \n",
       "7      7         256               0.2        0.00002               4   \n",
       "\n",
       "   max_conv_filters  filter_width  generator_input_size  min_conv_filters  \\\n",
       "0               256             5                   100                32   \n",
       "1               256             5                   100                64   \n",
       "2               512             5                   100                32   \n",
       "3               512             5                   100                64   \n",
       "4               256             5                   100                32   \n",
       "5               256             5                   100                64   \n",
       "6               512             5                   100                32   \n",
       "7               512             5                   100                64   \n",
       "\n",
       "   beta_one  \n",
       "0       0.2  \n",
       "1       0.2  \n",
       "2       0.2  \n",
       "3       0.2  \n",
       "4       0.2  \n",
       "5       0.2  \n",
       "6       0.2  \n",
       "7       0.2  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "configs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/scratch/dgagne/arm_gan/gan_gen_patches_000000_epoch_0020.nc\n",
      "/scratch/dgagne/arm_gan/gan_gen_patches_000001_epoch_0020.nc\n",
      "/scratch/dgagne/arm_gan/gan_gen_patches_000002_epoch_0020.nc\n",
      "/scratch/dgagne/arm_gan/gan_gen_patches_000003_epoch_0020.nc\n",
      "/scratch/dgagne/arm_gan/gan_gen_patches_000004_epoch_0020.nc\n",
      "/scratch/dgagne/arm_gan/gan_gen_patches_000005_epoch_0020.nc\n",
      "/scratch/dgagne/arm_gan/gan_gen_patches_000006_epoch_0020.nc\n",
      "/scratch/dgagne/arm_gan/gan_gen_patches_000007_epoch_0020.nc\n"
     ]
    }
   ],
   "source": [
    "gan_patch_files = sorted(glob(\"/scratch/dgagne/arm_gan/gan_gen_patches_*_epoch_0020.nc\"))\n",
    "out_dir = \"/scratch/dgagne/arm_gan_images/\"\n",
    "for gan_patch_file in gan_patch_files:\n",
    "    print(gan_patch_file)\n",
    "    gan_patch_set = xr.open_dataset(gan_patch_file)\n",
    "    gan_patch_info = gan_patch_file[:-3].split(\"/\")[-1].split(\"_\")\n",
    "    fig, axes = plt.subplots(8, 16, figsize=(12, 6))\n",
    "    ax_flat = axes.ravel()\n",
    "    for a, ax in enumerate(ax_flat):\n",
    "        ax.imshow(gan_patch_set[\"gen_patch\"][a])\n",
    "        ax.axis(\"off\")\n",
    "    fig.suptitle(\"Synthetic TSI Images GAN Config {0} Epoch {1}\".format(gan_patch_info[3], gan_patch_info[5]))\n",
    "    plt.savefig(join(out_dir, \"gan_gen_images_config_{0}_epoch_{1}.png\".format(gan_patch_info[3], gan_patch_info[5])),\n",
    "                bbox_inches=\"tight\",\n",
    "                dpi=200)\n",
    "    plt.close()\n",
    "    gan_patch_set.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['gan', 'gen', 'patches', '000000', 'epoch', '0001']"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gan_patch_files[0][:-3].split(\"/\")[-1].split(\"_\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAB6QAAARZCAYAAABtzb4WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(\"/scratch/dgagne/arm_gan_images/gan_gen_images_config_000006_epoch_0020.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "47.0"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "3008 / 64"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7f57b8f4ddd8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlkAAAFhCAYAAABDOb8aAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nOgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f57b93eb860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 4, figsize=(10, 5))\n",
    "plt.subplots_adjust(hspace=0.5)\n",
    "axef = axes.ravel()\n",
    "for i in range(8):\n",
    "    loss_hist = pd.read_csv(\"/scratch/dgagne/arm_gan/gan_loss_history_00000{0}.csv\".format(i))\n",
    "    loss_hist.groupby(\"Epoch\").mean().plot(y=[\"Gen accuracy\", \"Disc accuracy\"], ax=axef[i], legend=None,\n",
    "                                           title=\"Config {0}\".format(i), ylim=(0, 1))\n",
    "plt.suptitle(\"Accuracy by Epoch (Generator=Blue, Discriminator=Orange)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "with K.tf.device(\"/gpu:1\"):\n",
    "    K.set_session(K.tf.Session(config=K.tf.ConfigProto(allow_soft_placement=True, \n",
    "                                                       gpu_options=K.tf.GPUOptions(allow_growth=True),\n",
    "                                                       log_device_placement=False)))\n",
    "    gen_model = load_model(\"/scratch/dgagne/arm_gan/gan_generator_000000_epoch_0050.h5\")\n",
    "    inputs = np.random.uniform(-1, 1, size=(128, 10))\n",
    "    preds = gen_model.predict_on_batch(inputs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x7fef13956e10>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHQKLNwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fef159900f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.pcolormesh(preds[0,:, :, 2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "____________________________________________________________________________________________________\n",
      "Layer (type)                     Output Shape          Param #     Connected to                     \n",
      "====================================================================================================\n",
      "dense_1 (Dense)                  (None, 1024)          11264       dense_input_1[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "batchnormalization_1 (BatchNorma (None, 1024)          4096        dense_1[0][0]                    \n",
      "____________________________________________________________________________________________________\n",
      "activation_1 (Activation)        (None, 1024)          0           batchnormalization_1[0][0]       \n",
      "____________________________________________________________________________________________________\n",
      "reshape_1 (Reshape)              (None, 2, 2, 256)     0           activation_1[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "deconvolution2d_1 (Deconvolution (None, 4, 4, 128)     295040      reshape_1[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "batchnormalization_2 (BatchNorma (None, 4, 4, 128)     512         deconvolution2d_1[0][0]          \n",
      "____________________________________________________________________________________________________\n",
      "activation_2 (Activation)        (None, 4, 4, 128)     0           batchnormalization_2[0][0]       \n",
      "____________________________________________________________________________________________________\n",
      "deconvolution2d_2 (Deconvolution (None, 8, 8, 64)      73792       activation_2[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "batchnormalization_3 (BatchNorma (None, 8, 8, 64)      256         deconvolution2d_2[0][0]          \n",
      "____________________________________________________________________________________________________\n",
      "activation_3 (Activation)        (None, 8, 8, 64)      0           batchnormalization_3[0][0]       \n",
      "____________________________________________________________________________________________________\n",
      "deconvolution2d_3 (Deconvolution (None, 16, 16, 32)    18464       activation_3[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "batchnormalization_4 (BatchNorma (None, 16, 16, 32)    128         deconvolution2d_3[0][0]          \n",
      "____________________________________________________________________________________________________\n",
      "activation_4 (Activation)        (None, 16, 16, 32)    0           batchnormalization_4[0][0]       \n",
      "____________________________________________________________________________________________________\n",
      "deconvolution2d_4 (Deconvolution (None, 32, 32, 3)     867         activation_4[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "activation_5 (Activation)        (None, 32, 32, 3)     0           deconvolution2d_4[0][0]          \n",
      "====================================================================================================\n",
      "Total params: 404,419\n",
      "Trainable params: 0\n",
      "Non-trainable params: 404,419\n",
      "____________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "gen_model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def load_tsi_data(data_path, variable_name, width=32, r_patch=(100, 100, 150, 150),\n",
    "                  c_patch=(280, 120, 280, 120)):\n",
    "    data_patches = []\n",
    "    data_files = sorted(glob(join(data_path, \"*.nc\")))\n",
    "    for data_file in data_files:\n",
    "        ds = xr.open_dataset(data_file)\n",
    "        for i in range(len(r_patch)):\n",
    "            data_patches.append(ds[variable_name][:,\n",
    "                                                  r_patch[i]:r_patch[i] + width,\n",
    "                                                  c_patch[i]:c_patch[i] + width].values)\n",
    "        ds.close()\n",
    "    data = np.vstack(data_patches)\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data = load_tsi_data(\"/scratch/dgagne/arm_tsi_sgp_nc/\", \"tsi_image\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "scaled_data = rescale_data(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "gray_data = rgb2gray(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([   3.,    5.,    3.,   11.,    5.,    8.,    8.,   16.,   28.,\n",
       "          41.,   74.,   72.,  115.,  117.,   74.,  100.,  143.,  161.,\n",
       "          35.,    5.]),\n",
       " array([  2. ,   4.8,   7.6,  10.4,  13.2,  16. ,  18.8,  21.6,  24.4,\n",
       "         27.2,  30. ,  32.8,  35.6,  38.4,  41.2,  44. ,  46.8,  49.6,\n",
       "         52.4,  55.2,  58. ]),\n",
       " <a list of 20 Patch objects>)"
      ]
     },
     "execution_count": 219,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAD8CAYAAAB5Pm/hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f56706cfa90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist((data[16004,:, :, 2] - data[16004, :, :, 0]).ravel(), 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([[  9.41000000e+02,   3.00000000e+00,   4.60000000e+01,\n",
       "           3.60000000e+01,   4.90000000e+01,   4.30000000e+01,\n",
       "           3.00000000e+01,   2.00000000e+01,   1.30000000e+01,\n",
       "           6.00000000e+00,   4.00000000e+00,              nan,\n",
       "           2.00000000e+00,              nan,              nan,\n",
       "                      nan,              nan,              nan,\n",
       "                      nan,              nan],\n",
       "        [  1.02570000e+04,   1.38000000e+02,   1.35000000e+02,\n",
       "           1.52000000e+02,   1.26000000e+02,   1.02000000e+02,\n",
       "           8.70000000e+01,   6.80000000e+01,   5.70000000e+01,\n",
       "           6.40000000e+01,   4.90000000e+01,   4.60000000e+01,\n",
       "           3.50000000e+01,   2.00000000e+01,   1.00000000e+01,\n",
       "           1.10000000e+01,   2.00000000e+00,              nan,\n",
       "                      nan,              nan],\n",
       "        [  4.87900000e+03,   3.63000000e+02,   1.03000000e+02,\n",
       "           8.00000000e+01,   5.10000000e+01,   4.00000000e+01,\n",
       "           3.00000000e+01,   2.00000000e+01,   3.40000000e+01,\n",
       "           3.70000000e+01,   3.00000000e+01,   2.80000000e+01,\n",
       "           2.00000000e+01,   2.20000000e+01,   3.10000000e+01,\n",
       "           1.80000000e+01,   6.00000000e+00,   4.00000000e+00,\n",
       "           3.00000000e+00,              nan],\n",
       "        [  3.23000000e+03,   4.47000000e+02,   1.06000000e+02,\n",
       "           4.40000000e+01,   3.20000000e+01,   2.60000000e+01,\n",
       "           1.30000000e+01,   2.10000000e+01,   1.70000000e+01,\n",
       "           1.80000000e+01,   1.60000000e+01,   1.60000000e+01,\n",
       "           1.40000000e+01,   1.20000000e+01,   1.30000000e+01,\n",
       "           1.00000000e+01,   6.00000000e+00,   1.00000000e+01,\n",
       "           6.00000000e+00,              nan],\n",
       "        [  3.26700000e+03,   5.67000000e+02,   1.35000000e+02,\n",
       "           5.90000000e+01,   2.80000000e+01,   2.10000000e+01,\n",
       "           1.80000000e+01,   1.40000000e+01,   2.30000000e+01,\n",
       "           1.70000000e+01,   1.40000000e+01,   1.50000000e+01,\n",
       "           1.50000000e+01,   7.00000000e+00,   1.50000000e+01,\n",
       "           6.00000000e+00,   5.00000000e+00,   1.00000000e+00,\n",
       "           6.00000000e+00,   2.00000000e+00],\n",
       "        [  7.08200000e+03,   5.02000000e+02,   1.69000000e+02,\n",
       "           5.60000000e+01,   2.80000000e+01,   1.60000000e+01,\n",
       "           1.30000000e+01,   1.40000000e+01,   7.00000000e+00,\n",
       "           1.00000000e+01,   1.50000000e+01,   1.30000000e+01,\n",
       "           1.60000000e+01,   6.00000000e+00,   6.00000000e+00,\n",
       "           1.00000000e+01,   8.00000000e+00,              nan,\n",
       "           3.00000000e+00,   1.00000000e+00],\n",
       "        [  1.05190000e+04,   2.72000000e+02,   1.08000000e+02,\n",
       "           4.20000000e+01,   1.50000000e+01,   5.00000000e+00,\n",
       "           1.10000000e+01,   7.00000000e+00,   9.00000000e+00,\n",
       "           4.00000000e+00,   4.00000000e+00,   4.00000000e+00,\n",
       "           6.00000000e+00,   6.00000000e+00,   7.00000000e+00,\n",
       "           5.00000000e+00,   5.00000000e+00,   4.00000000e+00,\n",
       "                      nan,   1.00000000e+00],\n",
       "        [  7.85200000e+03,   1.06000000e+02,   3.60000000e+01,\n",
       "           2.00000000e+01,   1.10000000e+01,   5.00000000e+00,\n",
       "           3.00000000e+00,   2.00000000e+00,   3.00000000e+00,\n",
       "           5.00000000e+00,   6.00000000e+00,   1.00000000e+00,\n",
       "           1.00000000e+00,   2.00000000e+00,              nan,\n",
       "           4.00000000e+00,   4.00000000e+00,   3.00000000e+00,\n",
       "           1.00000000e+00,   1.00000000e+00],\n",
       "        [  3.27100000e+03,   3.70000000e+01,   1.30000000e+01,\n",
       "                      nan,   7.00000000e+00,   1.00000000e+00,\n",
       "           3.00000000e+00,   2.00000000e+00,   2.00000000e+00,\n",
       "           5.00000000e+00,   2.00000000e+00,   1.00000000e+00,\n",
       "                      nan,              nan,   1.00000000e+00,\n",
       "           4.00000000e+00,   5.00000000e+00,   3.00000000e+00,\n",
       "                      nan,              nan],\n",
       "        [  9.62000000e+02,   3.00000000e+01,   1.10000000e+01,\n",
       "           1.00000000e+01,   2.00000000e+00,              nan,\n",
       "                      nan,              nan,   1.00000000e+00,\n",
       "           1.00000000e+00,              nan,   2.00000000e+00,\n",
       "           2.00000000e+00,   2.00000000e+00,   1.00000000e+00,\n",
       "           3.00000000e+00,   4.00000000e+00,   1.00000000e+00,\n",
       "                      nan,              nan],\n",
       "        [  2.71000000e+02,   1.20000000e+01,   8.00000000e+00,\n",
       "           2.00000000e+00,   3.00000000e+00,              nan,\n",
       "                      nan,              nan,              nan,\n",
       "                      nan,   1.00000000e+00,   4.00000000e+00,\n",
       "           1.00000000e+00,              nan,              nan,\n",
       "                      nan,              nan,              nan,\n",
       "                      nan,              nan],\n",
       "        [  1.02000000e+02,   2.00000000e+00,   1.00000000e+00,\n",
       "           2.00000000e+00,              nan,              nan,\n",
       "           1.00000000e+00,              nan,              nan,\n",
       "                      nan,   2.00000000e+00,   1.00000000e+00,\n",
       "                      nan,              nan,   1.00000000e+00,\n",
       "                      nan,              nan,              nan,\n",
       "                      nan,              nan],\n",
       "        [  3.50000000e+01,   3.00000000e+00,              nan,\n",
       "           1.00000000e+00,              nan,              nan,\n",
       "                      nan,              nan,   1.00000000e+00,\n",
       "           2.00000000e+00,   2.00000000e+00,              nan,\n",
       "           2.00000000e+00,   2.00000000e+00,              nan,\n",
       "                      nan,              nan,              nan,\n",
       "                      nan,              nan],\n",
       "        [  1.00000000e+00,              nan,              nan,\n",
       "           2.00000000e+00,              nan,   1.00000000e+00,\n",
       "                      nan,              nan,              nan,\n",
       "           1.00000000e+00,              nan,              nan,\n",
       "                      nan,   1.00000000e+00,   1.00000000e+00,\n",
       "           1.00000000e+00,              nan,              nan,\n",
       "           1.00000000e+00,              nan],\n",
       "        [             nan,              nan,              nan,\n",
       "                      nan,              nan,              nan,\n",
       "                      nan,   1.00000000e+00,              nan,\n",
       "                      nan,   1.00000000e+00,   1.00000000e+00,\n",
       "                      nan,              nan,              nan,\n",
       "           2.00000000e+00,   1.00000000e+00,   1.00000000e+00,\n",
       "                      nan,              nan],\n",
       "        [  2.00000000e+00,              nan,              nan,\n",
       "                      nan,              nan,              nan,\n",
       "                      nan,   1.00000000e+00,              nan,\n",
       "                      nan,   1.00000000e+00,              nan,\n",
       "                      nan,   1.00000000e+00,              nan,\n",
       "                      nan,              nan,   1.00000000e+00,\n",
       "                      nan,              nan],\n",
       "        [  5.00000000e+00,              nan,              nan,\n",
       "                      nan,              nan,              nan,\n",
       "                      nan,              nan,              nan,\n",
       "                      nan,              nan,   1.00000000e+00,\n",
       "                      nan,              nan,              nan,\n",
       "           2.00000000e+00,   2.00000000e+00,   1.00000000e+00,\n",
       "                      nan,              nan],\n",
       "        [  6.00000000e+00,   1.00000000e+00,   1.00000000e+00,\n",
       "                      nan,              nan,              nan,\n",
       "                      nan,              nan,              nan,\n",
       "                      nan,              nan,              nan,\n",
       "                      nan,   1.00000000e+00,   1.00000000e+00,\n",
       "           1.00000000e+00,   1.00000000e+00,   1.00000000e+00,\n",
       "                      nan,              nan],\n",
       "        [  5.00000000e+00,   1.00000000e+00,              nan,\n",
       "           1.00000000e+00,   1.00000000e+00,   1.00000000e+00,\n",
       "                      nan,   1.00000000e+00,              nan,\n",
       "                      nan,              nan,              nan,\n",
       "                      nan,   1.00000000e+00,   4.00000000e+00,\n",
       "           1.00000000e+00,              nan,              nan,\n",
       "                      nan,              nan],\n",
       "        [  1.00000000e+01,              nan,              nan,\n",
       "           1.00000000e+00,              nan,   1.00000000e+00,\n",
       "           1.00000000e+00,              nan,   1.00000000e+00,\n",
       "           2.00000000e+00,   1.00000000e+00,              nan,\n",
       "                      nan,              nan,              nan,\n",
       "                      nan,              nan,              nan,\n",
       "                      nan,              nan]]),\n",
       " array([   0.        ,   12.34980469,   24.69960938,   37.04941406,\n",
       "          49.39921875,   61.74902344,   74.09882813,   86.44863281,\n",
       "          98.7984375 ,  111.14824219,  123.49804688,  135.84785156,\n",
       "         148.19765625,  160.54746094,  172.89726563,  185.24707031,\n",
       "         197.596875  ,  209.94667969,  222.29648438,  234.64628906,\n",
       "         246.99609375]),\n",
       " array([  0.        ,   2.88057383,   5.76114766,   8.6417215 ,\n",
       "         11.52229533,  14.40286916,  17.28344299,  20.16401683,\n",
       "         23.04459066,  25.92516449,  28.80573832,  31.68631216,\n",
       "         34.56688599,  37.44745982,  40.32803365,  43.20860748,\n",
       "         46.08918132,  48.96975515,  51.85032898,  54.73090281,  57.61147665]),\n",
       " <matplotlib.image.AxesImage at 0x7f54450d8f60>)"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nufz2BLCAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f544553d2b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist2d((data[:,:, :, 2] - data[:, :, :, 0]).mean(axis=-1).mean(axis=-1), \n",
    "            (data[:,:, :, 2] - data[:, :, :, 0]).std(axis=-1).std(axis=-1), 20, cmin=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "blue_red_diff = np.vstack(((data[:,:, :, 2] - data[:, :, :, 0]).mean(axis=-1).mean(axis=-1),\n",
    "                           (data[:,:, :, 2] - data[:, :, :, 0]).std(axis=-1).std(axis=-1))).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "km = KMeans(n_clusters=4)\n",
    "clusters = km.fit_predict((blue_red_diff - blue_red_diff.mean(axis=0)) / blue_red_diff.std(axis=0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 60.19987649,   2.14882497])"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "blue_red_diff.mean(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7f53d5cd6b70>"
      ]
     },
     "execution_count": 168,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAAD8CAYAAABJsn7AAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f53d5d98a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(blue_red_diff[:, 0], blue_red_diff[:, 1], 10, coded_clusters, cmap=plt.get_cmap(\"viridis\", 4))\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  3,   8,  25,  26,  44,  46,  49,  63,  64,  68,  80,  81,  83,\n",
       "        84,  86,  87,  98, 100, 101, 102])"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.where(coded_clusters==2)[0][0:20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cloudy = np.where((data[:, 16, 16, 2] - data[:, 16, 16, 0]) < 50)[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  4,  16,  33,  51,  69, 325, 363, 532, 548, 565, 583, 599, 611,\n",
       "       621, 634, 644, 655, 667, 677, 688])"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cloudy[0:200:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7f5445e10860>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAATEAAAD8CAYAAAAfZJO2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5445ed1748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(data[2, :, :, 2] - data[2, :, :, 0])\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "disc = load_model(\"/scratch/dgagne/arm_gan/gan_discriminator_000003_0010.h5\")\n",
    "gen = load_model(\"/scratch/dgagne/arm_gan/gan_generator_000003_epoch_0010.h5\")\n",
    "enc = load_model(\"/scratch/dgagne/arm_gan/gan_encoder_000003_epoch_0010.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "coded_data = enc.predict(scaled_data, batch_size=256)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "decoded_data = gen.predict(coded_data, batch_size=256)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "mean_image = gen.predict(coded_data[clusters==3].mean(axis=0).reshape(1, 100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "km = KMeans(n_clusters=4)\n",
    "coded_clusters = km.fit_predict(coded_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f53d5d41e80>"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP8AAAD8CAYAAAC4nHJkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAG21JREFUeJztnV2oZWd5x3/PWmufcyaZyZfRYYihMZCbIDXKIQiK2IqS\nihC9CXohgQbHCysK9iKkUNPSC1tqxIsijE0wFquGqhhKaIlBCEJJM9qYRGPrBxETxowfySQxOWfv\ntdbTi70DZybrec6ec/bZZ5L3/4Nh9llrv+t917vWs9c5738//8fcHSFEeVT7PQAhxP6g4BeiUBT8\nQhSKgl+IQlHwC1EoCn4hCkXBL0ShKPiFKBQFvxCF0uymsZldB3weqIF/dvfPZO8/dNEFfumRw8M7\nky8a9sHO7MuJlVm4L94D7KBd9h3J7BuUnozEvY/HYfFndjT8bK4sO4NkPvJvhw63y86rqpLzSnrK\n5jE6cUvOK7rfZp0lu5Jzy65ZeLyz//bt706c5LlnTqW3+EvsOPjNrAb+CXg38ATwoJnd7e4/jtpc\neuQwf/ul2wb3eRf39Yd2eFK7Lp7s81ZWwn1VnwT46ijc1wSD7L0O24z7Nt7n8Q3RtxvxOOq1ZN/w\n9raL+6osHmNdxfPR9pNwXxecW9fF53XeyoFwX2VxILTJbVwFY6yS89r0+Lz67Jr1L4b7VkbxNRsF\nH1B9cs59P7zv7/78E2GbM9nNr/3XAj9z91+4+xj4GnD9Lo4nhFgiuwn+y4Bfbfn5idk2IcQrgD1f\n8DOzo2Z23MyOP/fMqb3uTggxJ7sJ/ieBy7f8/PrZttNw92Puvu7u64cuunAX3QkhFslugv9B4Coz\ne4OZrQAfBO5ezLCEEHvNjlf73b01s78A/pOp1HeHu/9ou3a9D3c5mSSSkg2voq4Sr6DWiXzQWbzS\nO0pWvttueCnd6kynjFWH2uOV7zaYJ4AqkZTG4+Gx1FXcl/fxKnufPB5WqniMbbCC3VTnh21GifzW\nJSvfI+LV+WgevYqP17TxeXV9PI90q+GuKumvD57B7vG96G0g6yRK1pnsSud393uAe3ZzDCHE/qBv\n+AlRKAp+IQpFwS9EoSj4hSgUBb8QhbKr1f6zxd1pJ8OyXZ1IW3UgzU26WAoZrcTJNgeqWBp6oUvk\nq+Cz0pKkpJrNcF/fxJJdN44/l8dJQpP148Htm10iNbXDbQBGWTZaIvXZyvAY2+S83JKsuCTZZjNR\ntyb98DHrJNGpaeILmmVUti8m4w/3AO3wuW1W8TjqQNLrExn4rMYkhHj1ouAXolAU/EIUioJfiEJR\n8AtRKEte7e9px8Mry97HSRErzfCqfp0k9pCsDneTg+E+q+LV+WpzeCV1TGKD1cVj7Fafj/uaJNZg\nkxfCfd4OJxJVFp9X18ZKQJa0dCBZ7a+jFfM+bjMZx2O05FpPjaSCdsFtkCkcNXGiEyuxVZdN4nPb\n3IzbNYGa5YEKADDuh++PxCLxZejJL0ShKPiFKBQFvxCFouAXolAU/EIUioJfiEJZqtRnGE0VSBRd\nLL2MGZav1mIrPqqkqo15LLu0xBKbBYkWo6SKy6SJZbk+8ASc9hXLh6sW+wJ2gcS5mXnxNXFmzIE6\nKWuV+B1uBipV5pG4Usfz0XdxksskKWtVB4kuKyvJrZ9Ih73FY1xJErWqJNTG7fC5Jflb1IG8nJZe\ne9mYhBBFouAXolAU/EIUioJfiEJR8AtRKAp+IQplV1KfmT0OPAd0QOvu69u0oPLIjy+WlKoDw7JG\n73Em4FpWQavONMJYmmMy3K6uE4knyWLrg2xFgCoZo3WJL2A9/Hm+mvjSrSRjrJLHQ52U0OqislFJ\nlmAf+O1NxxHfH3Xi/TciyJjL0t+SGmVVIqX1dSzBWhvfV6NRIH+P4tJg9fPDmYd2Fs/zRej8f+Lu\nv13AcYQQS0S/9gtRKLsNfge+Y2bfN7OjixiQEGI57PbX/re7+5Nm9jrgXjP7ibvfv/UNsw+FowCv\ned1rd9mdEGJR7OrJ7+5Pzv4/CXwLuHbgPcfcfd3d1w9edMFuuhNCLJAdB7+ZnW9mh156DbwHeHRR\nAxNC7C27+bX/MPAtM3vpOP/q7v+RNXBg4sNSST1KSldtDEt6/UpscLjhSYZYIjdVxPJhNFuWlH5q\nq0SG8jjzsEpKinVdLCkRZHtVSQZhn2T1WSLBRmoeAE0wJ4nE1iWSY1cnNdH6eD42m+FjroyTcSTS\nIZ7MRx1nA1LH91XfD9+PvZ8ft1kdnl9PJNEz2XHwu/svgDfttL0QYn+R1CdEoSj4hSgUBb8QhaLg\nF6JQFPxCFMqSDTydJjA5HL8QS1H1gWHZq0/q2WWCRyZfWfZxGDkqBsaeAE1m7plIQ7aZXZqkNmBw\nal2VyJtJ3Tqv43F45oEZSZxBZiQAibmnJ0pfl2QX1hvDmXFdkolJIhNPEgl2NE5kYuJ2Fox/Nckg\n9KAIoQWGpUPoyS9EoSj4hSgUBb8QhaLgF6JQFPxCFMpSV/vBwiXirGTUJPJUs7hNGyQQAdTJqvIk\nWcKuAikgqTKFJTWXqqw0WJLoZIEvHcAo8PfrLfESTMbfJ+W6Mr+4aK5IvAQtMQys+liR2GzjE/BA\niWmS65wlx1jgQQnQjeJzGyUKwrgbvh/bLDyDe99Tnet09OQXolAU/EIUioJfiEJR8AtRKAp+IQpF\nwS9EoSxX6jPCck1d4jFXN8NtmjbxfKsSaWgSyyGricRWBZpeYuuWSmxriYxWJckqkyqWKvtAtzuQ\nSnZnP/cAfZK01AQJQUYsh42TpJnNjbivOvFJxIf9/bISa30i9a0mIWPJfIyJS2810Q2U3R9BglQl\nqU8IsR0KfiEKRcEvRKEo+IUoFAW/EIWi4BeiULaV+szsDuB9wEl3f+Ns2yXA14ErgMeBG9z96W17\nc4OgJNMokWs8yIiyOvF8S2pJRZWkALokUzAUqYJySwBNIil1lqTTJRluJD5t1Sgo/ZQczpNngCV+\ngU1yzTofllq7KikblkiwNJm/X1IuLSi9lVgakqibeJIt2mUS7CRu10annZQ2s1FQrmt+pW+uJ/+X\ngOvO2HYzcJ+7XwXcN/tZCPEKYtvgd/f7gd+fsfl64M7Z6zuB9y94XEKIPWanf/MfdvcTs9e/Zlqx\nVwjxCmLXC34+/SMo/IPGzI6a2XEzO/78qVO77U4IsSB2GvxPmdkRgNn/J6M3uvsxd1939/WDF164\nw+6EEItmp8F/N3Dj7PWNwLcXMxwhxLKYR+r7KvBO4FIzewL4NPAZ4C4zuwn4JXDDXL2Z09mwYFZl\nJoyBfJXpV3Ug8QBU1XCmF0CXlN4aTYb7a4NMRQBLzotEqmyTslZpSbEgqyszC636JMMt0Y7G2bMj\nkL18I5PK4kxMEum27eNswCYw3EySLcPMSIBuJb4/Au9UABKFkCaSigM5b3rA4flIkkFf3u92b3D3\nDwW73jV/N0KIcw19w0+IQlHwC1EoCn4hCkXBL0ShKPiFKJSlGngaxko9/HnTZ0aRo8CEsYvln3ot\nqYM3iSWlPim81wWSTLWWpFKNYxnK+1hyrJOadp6M0drhdh5/CTPN6quaWAacTGJtywOp0hNZtEky\n/jqPZVGa5DYOaiXaalKTcZL0xWq4x0ZZu5g2mOImyTDt+6iv+bU+PfmFKBQFvxCFouAXolAU/EIU\nioJfiEJR8AtRKMuv1RcYU/aBsSfERp1NdTDpKskQqw/E7ZLMsn4U1J+LtBoA4uy8OjF8pEouTWLs\n6D7czjOD1ERS8lhxxFLjzOF5bJJbLst8sy6exyaZR4vmMTPUDOYQwLIMwjqWbi25ZivVsHzYjuK+\n6s3zhvvJUz5PQ09+IQpFwS9EoSj4hSgUBb8QhaLgF6JQlrra7+70QeLJSrxQCt3waqhn5bqSw1XJ\n6vAk8U2zoK5SkyQYkZTr6pMVfQ+8+AAs8bMj8EicZIJEYvxm2bkls1wFHnPjxCOxTtQDkrJhXTZX\nVeBp6EkyUyJxZPfVRqBwAIw8vsGr4Kh9Fp6Br+Wiy3UJIV6FKPiFKBQFvxCFouAXolAU/EIUioJf\niEKZp1zXHcD7gJPu/sbZtluBjwC/mb3tFne/Z45jUTfDnzfdRjyUejSsU2VWa1mloz5LtrHEcy/w\ngwtOadomKBcF0FWJn12SeDLJ/OyCz/Mqk/MSHdATiY2kBFjnw7KXjePJcuK57xMZ0EhKs7VB2bCo\nBByAJQk6Fs/HSpvo1Uli1Urg1+hJko4HperOQumb68n/JeC6ge2fc/drZv+2DXwhxLnFtsHv7vcD\nv1/CWIQQS2Q3f/N/3MweNrM7zOzihY1ICLEUdhr8XwCuBK4BTgCfjd5oZkfN7LiZHX/u6VM77E4I\nsWh2FPzu/pS7d+7eA18Erk3ee8zd1919/dDFF+50nEKIBbOj4DezI1t+/ADw6GKGI4RYFvNIfV8F\n3glcamZPAJ8G3mlm1zBNcnoc+Og8nRlxSSaPVSM26mG5LCu7NbH4gFUdl5nq+rjdKJguWwubUI9j\nSalLMssy2asOSp4B9N2wbNQmUlmVlMmywHMRgC6RAbvgmJlMmXgJVolU1iZyanDrUK0kPn2JmWAf\nHRCoE8mxSTS4yDOwT2wow6syf7Wu7YPf3T80sPn2+bsQQpyL6Bt+QhSKgl+IQlHwC1EoCn4hCkXB\nL0ShLLlcVwXNcOZTpho1UQkti4dfJdlo481Yd1kd9goFYCWQ9KpkGvskc2+tySSl+JhdIkWNA0mv\nbmIZKkianI4jkd/6RE4dBcaZmRTVJ9esjZVPqtUkOzK4R5pEWvbkmbiamK4miZN4YKwK0AS5eH2d\nyNXBVCWX6+XHmP+tQohXEwp+IQpFwS9EoSj4hSgUBb8QhaLgF6JQliv1udMHxpRNlrXVB9l0iXzV\n97HuUicS2yQxTYxSD5suTr/yVFOKdZm2Sswg2xfDXVVQCy/wHgVgM7F9rD3W2LpEt4vKCXbJHWeT\nJKuvTqsvhnsmQVZilcilUX0/gC6p42dZ7cXkAnhkhJrIg5EEexZJfXryC1EqCn4hCkXBL0ShKPiF\nKBQFvxCFstTVfsdDb7p2kiTHNMNZDFWbeOAlq8OVx6Z7HmVMAIyDcWQGbYmH3/hA1leyGp1kkERl\nrbqkDFnTZqWrsqyfJLGqGe7PJrH64YniE66IA5YkBI2Cc7Ps1s8qlCVJRG1S9sySdXgLzPo88Wok\nKNdFomKciZ78QhSKgl+IQlHwC1EoCn4hCkXBL0ShKPiFKJR5ynVdDnwZOMw0b+CYu3/ezC4Bvg5c\nwbRk1w3u/nR6LAyLklkSSamvh5NcmizJIjHjaxLDwDaZEg/8+DYTbcgTicc3Ej+4TG9KcoWwYdmo\n6rJklXjuk1wV+mQeq6BcV+pll5XQGsdSZW9xCa0+OLes/JclSWFZZpIlx8xUu0mQ0GRtcs364fnI\n7rczmefJ3wKfcvergbcCHzOzq4Gbgfvc/SrgvtnPQohXCNsGv7ufcPcfzF4/BzwGXAZcD9w5e9ud\nwPv3apBCiMVzVn/zm9kVwJuBB4DD7n5ituvXTP8sEEK8Qpg7+M3sIPAN4JPu/uzWfe7uBD4CZnbU\nzI6b2fFnnz61q8EKIRbHXMFvZiOmgf8Vd//mbPNTZnZktv8IcHKorbsfc/d1d1+/4OILFzFmIcQC\n2Db4zcyA24HH3P22LbvuBm6cvb4R+PbihyeE2Cvmyep7G/Bh4BEze2i27RbgM8BdZnYT8Evghm2P\nZFCNhiWgzSTby+phWaPy88I2tW2G+7rqQNxXtRHu64Mstjrw9gPA48/XsSdSWZK5Vyded107PMY+\nyeqrEu2wSsZfJ/LsOJDY6qTEWp2om9YnmZhBBiGABzJglcibFmRGAlDHUmWV+C5GJbmmHQ7vG49i\nb8hmMtyXncUy3rbB7+7fg3Dk75q7JyHEOYW+4SdEoSj4hSgUBb8QhaLgF6JQFPxCFMpyDTwdusDk\ncG2UlOvqhjP0rIllly6RqCzIfANo60SSCagSacg97suSVK8+KeXVJVlnfReU6xplZqfxvmSKw4w5\nAGuGj9n38QHr7HasMjkvkVpHwTy2ibQclDwD6BNZtE3uK9o485BgHiMzVoA2yN7rF5zVJ4R4FaLg\nF6JQFPxCFIqCX4hCUfALUSgKfiEKZalSnxlUgfTSbcZSSBPU6mvHsRxWJ7X6CAxBAarElNIDmTKT\nHN1jI9FMGmqyOoRtIh8G26skq6yZxOec+FUC8TWLJM5MznMSiS2VbuNr3WwOH7MfJdeM+P6wpJbj\n6iS+1l1yrWsbPmbTJ6a2wf1hqtUnhNgOBb8QhaLgF6JQFPxCFIqCX4hCWe5qP8aoCRIjknJSGzbs\nuef2Ytims/hzbdVjf7+sXFddBcdMkoHqINEGwIKSVpAnBHmQNANAO7xybMl5ZclM6Q2SqBwW+BoG\ndnXTfck4qqTM1yTxUGxHw6vfdZOVSovH0SdJRJb4+9VJolYbeEO2k3jl3hL/xHnRk1+IQlHwC1Eo\nCn4hCkXBL0ShKPiFKBQFvxCFsq3UZ2aXA19mWoLbgWPu/nkzuxX4CPCb2Vtvcfd78oMB9bBU0iUS\nyigoW2RBySIATzzfNsdxX6t14ksXJAvVma9bkmcxSqShLvlcrrKEjyABpk789uokQSe4XNO+krJh\nkQxoiQRLFU9Wm8iiTZLEVQXnVieyYt/H+9aqeK4yz72OWF42hq9Nlfgu2iTaN78H5Tw6fwt8yt1/\nYGaHgO+b2b2zfZ9z93+cuzchxDnDPLX6TgAnZq+fM7PHgMv2emBCiL3lrP7mN7MrgDcDD8w2fdzM\nHjazO8zs4gWPTQixh8wd/GZ2EPgG8El3fxb4AnAlcA3T3ww+G7Q7ambHzez4s0+fWsCQhRCLYK7g\nN7MR08D/irt/E8Ddn3L3zt174IvAtUNt3f2Yu6+7+/oFF1+4qHELIXbJtsFvZgbcDjzm7rdt2X5k\ny9s+ADy6+OEJIfaKeVb73wZ8GHjEzB6abbsF+JCZXcNU/nsc+Oi2R3LwIFOpDnz6ALo+8CtbSUp8\nJXLYKJGvJom2VQdyZJ/4/lmTZGYlvnRRAiFAUq0r9BPMykwF0zs9XlL+yYOMOQAPMtXIZLkk880S\n6RaL5bc2mMg6uT8yNbJLkun6pMxXlww/sIZMx+FNMFdnUW1untX+7wWHzDV9IcQ5jb7hJ0ShKPiF\nKBQFvxCFouAXolAU/EIUylINPB3HfVgOacexXENQWsmSLKoqydrC4rJKjcWajAfmmFXiStlNEolt\nLZYI+8343OpMUurXBrdXdVIuKsli8yTTzttEM10Jrtk4KUOWSLfeJ2anSXbkKLhHPCgbB2DJeXXB\neQH0L8bn1gcluQCiCmBZGTiie3/+al168gtRKgp+IQpFwS9EoSj4hSgUBb8QhaLgF6JQlir14UA3\nrEVUicS2YcNGnWuJDGXNsOQFMJrEstc4y37rh6WXbpRIVEk2mneZcWYisSUmkrVvDLfJPucTc0+S\nmnCeyFd0gblqIlOSmLhWTZIWl9zGfZACmcmz6TVrY9NY6ridJdes7YfbNcl5TRhu42eh9enJL0Sh\nKPiFKBQFvxCFouAXolAU/EIUioJfiEJZrtRnEHlWbjwfN6sODdc567vzwjariSFobwfifbwY7mvq\nYZln0iV12Np4ii2R0ZpEcrSkv/E4kKKSDMK6jmWoikTOS2r8TQJJr/bkvIKMT4BJdF6AHYjbNaPh\ndlUfy73eJWGR1HKsqiTLMZBgAQiyKtvV+LxqH557SyTMM9GTX4hCUfALUSgKfiEKRcEvRKEo+IUo\nlG1X+81sDbgfWJ29/9/c/dNmdgnwdeAKpuW6bnD3p9OD9U4/Hk5IWF2LExI2JsMrto3FK7abSemn\ntcg0DbAm/jzcjLzuqmwFONmX9dUmCTBNfNnqwGewT2o/jZNckFEyxiZZnY8eK1l6jifn1UySvpJn\n2AtBWa61xMOv8qR0XLKiv5nNR6KMNAyPMbl16NK+5mOeJ/8m8Kfu/iam5bivM7O3AjcD97n7VcB9\ns5+FEK8Qtg1+n/KSCj+a/XPgeuDO2fY7gffvyQiFEHvCXH/zm1k9q9B7ErjX3R8ADrv7idlbfg0c\n3qMxCiH2gLmC3907d78GeD1wrZm98Yz9TuAYbmZHzey4mR1/9plTux6wEGIxnNVqv7s/A3wXuA54\nysyOAMz+Pxm0Oebu6+6+fsFFF+52vEKIBbFt8JvZa83sotnrA8C7gZ8AdwM3zt52I/DtvRqkEGLx\nzJPYcwS408xqph8Wd7n7v5vZfwF3mdlNwC+BG7Y9khlVPfx5023En0NroyCxJ/BnA6iT5AzrYg0l\nybWBzT8Mbu4S6ZCk9FOflNCiTZJt+kSq9OHztkDyAmg8ThTySVKKrEtKXgVz0iSJTpmXYFXF90eX\nzMdaF/gukiTAZDZ4iQxYTZISa8lpV4Ffo1k8kJEHbYLtQ2wb/O7+MPDmge2/A941d09CiHMKfcNP\niEJR8AtRKAp+IQpFwS9EoSj4hSgU87OQBnbdmdlvmMqCAJcCv11a5zEax+loHKfzShvHH7n7a+c5\n4FKD/7SOzY67+/q+dK5xaBwah37tF6JUFPxCFMp+Bv+xfex7KxrH6Wgcp/OqHce+/c0vhNhf9Gu/\nEIWyL8FvZteZ2f+a2c/MbN+8/8zscTN7xMweMrPjS+z3DjM7aWaPbtl2iZnda2Y/nf1/8T6N41Yz\ne3I2Jw+Z2XuXMI7Lzey7ZvZjM/uRmX1itn2pc5KMY6lzYmZrZvbfZvbD2Tj+ZrZ9sfPh7kv9B9TA\nz4ErgRXgh8DVyx7HbCyPA5fuQ7/vAN4CPLpl2z8AN89e3wz8/T6N41bgL5c8H0eAt8xeHwL+D7h6\n2XOSjGOpcwIYcHD2egQ8ALx10fOxH0/+a4Gfufsv3H0MfI2pGWgxuPv9wO/P2Lx0Q9RgHEvH3U+4\n+w9mr58DHgMuY8lzkoxjqfiUPTfN3Y/gvwz41Zafn2AfJniGA98xs++b2dF9GsNLnEuGqB83s4dn\nfxbs+Z8fWzGzK5j6R+yrSewZ44Alz8kyTHNLX/B7u0+NSf8M+JiZvWO/BwS5IeoS+ALTP8muAU4A\nn11Wx2Z2EPgG8El3f3brvmXOycA4lj4nvgvT3HnZj+B/Erh8y8+vn21bOu7+5Oz/k8C3mP5Jsl/M\nZYi617j7U7Mbrwe+yJLmxMxGTAPuK+7+zdnmpc/J0Dj2a05mfZ+1ae687EfwPwhcZWZvMLMV4INM\nzUCXipmdb2aHXnoNvAd4NG+1p5wThqgv3VwzPsAS5sTMDLgdeMzdb9uya6lzEo1j2XOyNNPcZa1g\nnrGa+V6mK6k/B/5qn8ZwJVOl4YfAj5Y5DuCrTH99nDBd87gJeA3Tsmc/Bb4DXLJP4/gX4BHg4dnN\ndmQJ43g7019hHwYemv1777LnJBnHUucE+GPgf2b9PQr89Wz7QudD3/ATolBKX/ATolgU/EIUioJf\niEJR8AtRKAp+IQpFwS9EoSj4hSgUBb8QhfL/QV7GBa4y6QIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f53d5df4da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(unscale_data(mean_image[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f5678273278>"
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP8AAAD8CAYAAAC4nHJkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f56782a90f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(data[16004])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f563003e320>"
      ]
     },
     "execution_count": 220,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP8AAAD8CAYAAAC4nHJkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f567829aeb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(unscale_data(decoded_data[16004]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "out = gen.predict(np.random.uniform(-1, 1, (200, 100)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.02896312],\n",
       "       [ 0.01957038],\n",
       "       [ 0.00998606],\n",
       "       [ 0.00957492],\n",
       "       [ 0.00622473],\n",
       "       [ 0.01296386],\n",
       "       [ 0.00814382],\n",
       "       [ 0.00826758],\n",
       "       [ 0.00967446],\n",
       "       [ 0.00476949],\n",
       "       [ 0.01593117],\n",
       "       [ 0.0209915 ],\n",
       "       [ 0.01528891],\n",
       "       [ 0.01564102],\n",
       "       [ 0.00835419],\n",
       "       [ 0.01330591],\n",
       "       [ 0.0129957 ],\n",
       "       [ 0.00348757],\n",
       "       [ 0.00484199],\n",
       "       [ 0.01609866],\n",
       "       [ 0.03240829],\n",
       "       [ 0.0172978 ],\n",
       "       [ 0.01376555],\n",
       "       [ 0.01162159],\n",
       "       [ 0.00920596],\n",
       "       [ 0.004177  ],\n",
       "       [ 0.00944949],\n",
       "       [ 0.00692187],\n",
       "       [ 0.00829954],\n",
       "       [ 0.00695339],\n",
       "       [ 0.00476578],\n",
       "       [ 0.00997031],\n",
       "       [ 0.00920265],\n",
       "       [ 0.01993146],\n",
       "       [ 0.02007554],\n",
       "       [ 0.01501954],\n",
       "       [ 0.00765255],\n",
       "       [ 0.01004602],\n",
       "       [ 0.01068832],\n",
       "       [ 0.00757741],\n",
       "       [ 0.0109506 ],\n",
       "       [ 0.00567879],\n",
       "       [ 0.01261071],\n",
       "       [ 0.00768248],\n",
       "       [ 0.02615402],\n",
       "       [ 0.00777803],\n",
       "       [ 0.01323017],\n",
       "       [ 0.01362707],\n",
       "       [ 0.00913988],\n",
       "       [ 0.01564074],\n",
       "       [ 0.01033897],\n",
       "       [ 0.01919501],\n",
       "       [ 0.01265136],\n",
       "       [ 0.00966672],\n",
       "       [ 0.00703264],\n",
       "       [ 0.00988971],\n",
       "       [ 0.00918265],\n",
       "       [ 0.00672322],\n",
       "       [ 0.01165044],\n",
       "       [ 0.00996707],\n",
       "       [ 0.01112968],\n",
       "       [ 0.00993524],\n",
       "       [ 0.00511968],\n",
       "       [ 0.01373111],\n",
       "       [ 0.00663535],\n",
       "       [ 0.01186179],\n",
       "       [ 0.01654394],\n",
       "       [ 0.01959493],\n",
       "       [ 0.0098765 ],\n",
       "       [ 0.00896382],\n",
       "       [ 0.01179422],\n",
       "       [ 0.00553544],\n",
       "       [ 0.01181127],\n",
       "       [ 0.01084043],\n",
       "       [ 0.01419284],\n",
       "       [ 0.0049331 ],\n",
       "       [ 0.01201888],\n",
       "       [ 0.00818139],\n",
       "       [ 0.02119618],\n",
       "       [ 0.00999005],\n",
       "       [ 0.00352296],\n",
       "       [ 0.0102364 ],\n",
       "       [ 0.02104814],\n",
       "       [ 0.0039953 ],\n",
       "       [ 0.01852813],\n",
       "       [ 0.00485589],\n",
       "       [ 0.0378454 ],\n",
       "       [ 0.00497477],\n",
       "       [ 0.01079469],\n",
       "       [ 0.00473974],\n",
       "       [ 0.01142064],\n",
       "       [ 0.02343438],\n",
       "       [ 0.00450997],\n",
       "       [ 0.00741663],\n",
       "       [ 0.0051302 ],\n",
       "       [ 0.03712915],\n",
       "       [ 0.00996352],\n",
       "       [ 0.00434112],\n",
       "       [ 0.00352531],\n",
       "       [ 0.00577861],\n",
       "       [ 0.00523254],\n",
       "       [ 0.01010923],\n",
       "       [ 0.00622583],\n",
       "       [ 0.01910966],\n",
       "       [ 0.014762  ],\n",
       "       [ 0.00945129],\n",
       "       [ 0.00204783],\n",
       "       [ 0.01858562],\n",
       "       [ 0.01330474],\n",
       "       [ 0.0104963 ],\n",
       "       [ 0.01073656],\n",
       "       [ 0.01163361],\n",
       "       [ 0.00807049],\n",
       "       [ 0.01098115],\n",
       "       [ 0.00700887],\n",
       "       [ 0.0053559 ],\n",
       "       [ 0.01019327],\n",
       "       [ 0.00652422],\n",
       "       [ 0.00689066],\n",
       "       [ 0.00871926],\n",
       "       [ 0.00529815],\n",
       "       [ 0.00653467],\n",
       "       [ 0.00875862],\n",
       "       [ 0.00456816],\n",
       "       [ 0.0110388 ],\n",
       "       [ 0.01999793],\n",
       "       [ 0.00744665],\n",
       "       [ 0.00937952],\n",
       "       [ 0.01211206],\n",
       "       [ 0.01098288],\n",
       "       [ 0.00803113],\n",
       "       [ 0.00906479],\n",
       "       [ 0.00397294],\n",
       "       [ 0.00714337],\n",
       "       [ 0.0137063 ],\n",
       "       [ 0.0038902 ],\n",
       "       [ 0.01203468],\n",
       "       [ 0.00740688],\n",
       "       [ 0.00920802],\n",
       "       [ 0.00842937],\n",
       "       [ 0.02082724],\n",
       "       [ 0.0123112 ],\n",
       "       [ 0.01729959],\n",
       "       [ 0.01690967],\n",
       "       [ 0.01364182],\n",
       "       [ 0.01539911],\n",
       "       [ 0.01070774],\n",
       "       [ 0.0059318 ],\n",
       "       [ 0.01059951],\n",
       "       [ 0.03134859],\n",
       "       [ 0.01899554],\n",
       "       [ 0.02163045],\n",
       "       [ 0.0045611 ],\n",
       "       [ 0.0040266 ],\n",
       "       [ 0.00429786],\n",
       "       [ 0.01250648],\n",
       "       [ 0.01005127],\n",
       "       [ 0.00697753],\n",
       "       [ 0.00811608],\n",
       "       [ 0.00696528],\n",
       "       [ 0.00913207],\n",
       "       [ 0.0113093 ],\n",
       "       [ 0.01217914],\n",
       "       [ 0.01029459],\n",
       "       [ 0.01196295],\n",
       "       [ 0.01290735],\n",
       "       [ 0.01632944],\n",
       "       [ 0.01129404],\n",
       "       [ 0.00598647],\n",
       "       [ 0.00865098],\n",
       "       [ 0.01894403],\n",
       "       [ 0.02135807],\n",
       "       [ 0.00759682],\n",
       "       [ 0.01115647],\n",
       "       [ 0.00990466],\n",
       "       [ 0.01938384],\n",
       "       [ 0.00622386],\n",
       "       [ 0.00374778],\n",
       "       [ 0.00984782],\n",
       "       [ 0.00670633],\n",
       "       [ 0.02550239],\n",
       "       [ 0.0027972 ],\n",
       "       [ 0.01762432],\n",
       "       [ 0.00860015],\n",
       "       [ 0.02788412],\n",
       "       [ 0.01572471],\n",
       "       [ 0.01124929],\n",
       "       [ 0.00860079],\n",
       "       [ 0.01820306],\n",
       "       [ 0.00637559],\n",
       "       [ 0.00856466],\n",
       "       [ 0.01487958],\n",
       "       [ 0.00453247],\n",
       "       [ 0.01563881],\n",
       "       [ 0.00369592],\n",
       "       [ 0.01073251],\n",
       "       [ 0.00400516],\n",
       "       [ 0.01518723],\n",
       "       [ 0.01244898],\n",
       "       [ 0.0163776 ]], dtype=float32)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "disc.predict(out)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.0387376], dtype=float32)"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "disc.layers[-2].get_weights()[0][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.0387376], dtype=float32)"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combo.layers[-2].get_weights()[0][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.03728842"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combo.layers[0].get_weights()[0][0,0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.03728842"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gen.layers[0].get_weights()[0][0,0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.,  1.,  2.,  3.,  4.,  5.,  6.,  7.,  8.])"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.linspace(0, 8, 9).as"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda env:deep]",
   "language": "python",
   "name": "conda-env-deep-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
